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The Elements of Statistical Learning: Data Mining, Inference, and Predictio…

This book describes the important ideas in a variety of fields such as medicine, biology, finance, and marketingĀ in a common conceptual framework. While the approach is statistical, the emphasis is on concepts rather than mathematics. Many examples are given, with a liberal use of colour graphics. It isĀ a valuable resource for statisticians and anyone interested in data mining in science or industry. The book’s coverage is broad, from supervised learning (prediction) to unsupervised…

The Elements Of Statistical Learning

ISBN 10 : 9780387216065
ISBN 13 : 0387216065

During the past decade there has been an explosion in computation and information technology. With it have come vast amounts of data in a variety of fields such as medicine, biolog..

An Introduction To Statistical Learning

ISBN 10 : 9781461471387
ISBN 13 : 1461471389

An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data set..

Generalizability Theory

ISBN 10 : 0387952829
ISBN 13 : 9780387952826

Generalizability theory offers an extensive conceptual framework and a powerful set of statistical procedures for characterizing and quantifying the fallibility of measurements. It..

Ensemble Methods In Data Mining

ISBN 10 : 9781608452842
ISBN 13 : 1608452840

"Ensemble methods have been called the most influential development in Data Mining and Machine Learning in the past decade. They combine multiple models into one usually more accur..

Principles And Theory For Data Mining And Machine Learning

ISBN 10 : 9780387981352
ISBN 13 : 0387981357

Extensive treatment of the most up-to-date topics Provides the theory and concepts behind popular and emerging methods Range of topics drawn from Statistics, Computer Science, and ..

Prediction Learning And Games

ISBN 10 : 9781139454827
ISBN 13 : 113945482X

This important text and reference for researchers and students in machine learning, game theory, statistics and information theory offers a comprehensive treatment of the problem o..

Bayesian Reasoning And Machine Learning

ISBN 10 : 9780521518147
ISBN 13 : 0521518148

A practical introduction perfect for final-year undergraduate and graduate students without a solid background in linear algebra and calculus...

All Of Statistics

ISBN 10 : 9780387217369
ISBN 13 : 0387217363

Taken literally, the title "All of Statistics" is an exaggeration. But in spirit, the title is apt, as the book does cover a much broader range of topics than a typical introductor..

Applied Predictive Modeling

ISBN 10 : 9781461468493
ISBN 13 : 1461468493

Applied Predictive Modeling covers the overall predictive modeling process, beginning with the crucial steps of data preprocessing, data splitting and foundations of model tuning. ..